<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "https://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
<meta name="generator" content="Doxygen 1.8.15"/>
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<title>Library Evolutionary Algorithms for Clustering (LEAC): eac/gas_fkcentroid.hpp Source File</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="dynsections.js"></script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
</head>
<body>
<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
<div id="titlearea">
<table cellspacing="0" cellpadding="0">
 <tbody>
 <tr style="height: 56px;">
  <td id="projectlogo"><img alt="Logo" src="leac_logo.png"/></td>
  <td id="projectalign" style="padding-left: 0.5em;">
   <div id="projectname">Library Evolutionary Algorithms for Clustering (LEAC)
   &#160;<span id="projectnumber">Version 1.0</span>
   </div>
  </td>
 </tr>
 </tbody>
</table>
</div>
<!-- end header part -->
<!-- Generated by Doxygen 1.8.15 -->
<script type="text/javascript" src="menudata.js"></script>
<script type="text/javascript" src="menu.js"></script>
<script type="text/javascript">
/* @license magnet:?xt=urn:btih:cf05388f2679ee054f2beb29a391d25f4e673ac3&amp;dn=gpl-2.0.txt GPL-v2 */
$(function() {
  initMenu('',false,false,'search.php','Search');
});
/* @license-end */</script>
<div id="main-nav"></div>
<div id="nav-path" class="navpath">
  <ul>
<li class="navelem"><a class="el" href="dir_2beb2c8fad66f6564e9cdda73fb11327.html">eac</a></li>  </ul>
</div>
</div><!-- top -->
<div class="header">
  <div class="headertitle">
<div class="title">gas_fkcentroid.hpp</div>  </div>
</div><!--header-->
<div class="contents">
<a href="gas__fkcentroid_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;</div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="preprocessor">#ifndef __GAS_FKCENTROID_HPP__</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#define __GAS_FKCENTROID_HPP__</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &lt;algorithm&gt;</span></div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;</div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="leac_8hpp.html">leac.hpp</a>&gt;</span></div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="inparam__pcpmfk_8hpp.html">inparam_pcpmfk.hpp</a>&quot;</span></div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="outparam__gac_8hpp.html">outparam_gac.hpp</a>&quot;</span></div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="plot__runtime__function_8hpp.html">plot_runtime_function.hpp</a>&quot;</span></div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div><div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespaceeac.html">eac</a> {</div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;  </div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<span class="keyword">template</span> &lt; <span class="keyword">typename</span> T_FEATURE,</div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;           <span class="keyword">typename</span> T_REAL,  </div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;           <span class="keyword">typename</span> T_FEATURE_SUM,</div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;           <span class="keyword">typename</span> T_INSTANCES_CLUSTER_K, </div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;           <span class="keyword">typename</span> T_CLUSTERIDX, <span class="comment">//-1, 0, 1, .., K</span></div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;           <span class="keyword">typename</span> INPUT_ITERATOR</div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;           &gt;</div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;<a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a> </div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;<a class="code" href="namespaceeac.html#ab25dca55fe5b0a61de4628425c74c537">gas_fkcentroid</a></div><div class="line"><a name="l00070"></a><span class="lineno"><a class="line" href="namespaceeac.html#ab25dca55fe5b0a61de4628425c74c537">   70</a></span>&#160;(<a class="code" href="classinout_1_1_out_param_g_a_c.html">inout::OutParamGAC</a></div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160; &lt;T_REAL,</div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160; T_CLUSTERIDX&gt;                      &amp;aoop_outParamGAC,</div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160; <a class="code" href="classinout_1_1_in_param_pc_pm_fk.html">inout::InParamPcPmFk</a></div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160; &lt;T_CLUSTERIDX,</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160; T_REAL,</div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160; T_FEATURE,</div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160; T_FEATURE_SUM,</div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160; T_INSTANCES_CLUSTER_K&gt;              &amp;aiinp_inParamPcPmFk,</div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instfirst,</div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160; <span class="keyword">const</span> INPUT_ITERATOR                aiiterator_instlast,</div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160; <span class="keyword">const</span> <a class="code" href="structdist_1_1_dist.html">dist::Dist&lt;T_REAL,T_FEATURE&gt;</a>  &amp;aifunc2p_dist</div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160; )</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;{  </div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;  <span class="keyword">const</span> <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lconstui_numClusterFk =</div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;    (<a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>) aiinp_inParamPcPmFk.getNumClusterK();</div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;  <span class="comment">/*ASSIGN SIZE FOR ALL CHROMOSOMES</span></div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;  <a class="code" href="classgaencode_1_1_chrom_fixed_length.html#a3dcf8e8b9655883cfc4820c41614be19">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;::setStringSize</a></div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;    ( lconstui_numClusterFk * <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>() );</div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;  <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a> lochromfixleng_best;</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  </div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;  <span class="comment">/*VARIABLE NEED FOR POPULATION AND MATINGPOOL GENETIC</span></div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;<span class="comment">   </span></div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;<span class="comment">   *POPULATION CREATE------------------------------------------------------------</span></div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;  std::vector&lt;gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt; &gt;</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;    lvectorchromfixleng_population</div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    (aiinp_inParamPcPmFk.getSizePopulation());</div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;  <span class="comment">/*CREATE SPACE FOR STORE MATINGPOOL--------------------------------------------</span></div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;  std::vector&lt;gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt; &gt;</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;    lvectorchromfixleng_matingPool</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    (aiinp_inParamPcPmFk.getSizePopulation());</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;  std::uniform_real_distribution&lt;T_REAL&gt; uniformdis_real01(0, 1);</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;  </div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;  <span class="comment">/*ID PROC</span></div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;  geverboseui_idproc = 1;</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;  </div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;  ++geiinparam_verbose;</div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;  <span class="keyword">const</span> <span class="keywordtype">char</span>* lpc_labelAlgGA = <span class="stringliteral">&quot;gas_fkcentroids&quot;</span>; </div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    std::cout</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;      &lt;&lt; lpc_labelAlgGA</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span></div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\t(output Chromosome: lochromfixleng_best[&quot;</span> </div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;      &lt;&lt; &amp;lochromfixleng_best &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\t output inout::OutParamGAC&amp;: &quot;</span></div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;aoop_outParamGAC[&quot;</span> </div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;      &lt;&lt; &amp;aoop_outParamGAC &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\t input  InParamPcPmFk&amp;: &quot;</span></div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;      &lt;&lt;<span class="stringliteral">&quot;aiinp_inParamPcPmFk[&quot;</span> </div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;      &lt;&lt; &amp;aiinp_inParamPcPmFk &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\t input aiiterator_instfirst[&quot;</span> &lt;&lt; *aiiterator_instfirst &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\t input aiiterator_instlast[&quot;</span> &lt;&lt;  &amp;aiiterator_instlast &lt;&lt; <span class="stringliteral">&quot;]\n&quot;</span></div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\t input  dist::Dist&lt;T_REAL,T_FEATURE&gt; &amp;aifunc2p_dist[&quot;</span> </div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;      &lt;&lt; &amp;aifunc2p_dist &lt;&lt; <span class="charliteral">&#39;]&#39;</span></div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\n\t\tPopulation size = &quot;</span> </div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;      &lt;&lt; aiinp_inParamPcPmFk.getSizePopulation()</div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\n\t\tProbCrossover = &quot;</span> </div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;      &lt;&lt; aiinp_inParamPcPmFk.getProbCrossover() </div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\n\t\tProbMutation  = &quot;</span> </div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;      &lt;&lt; aiinp_inParamPcPmFk.getProbMutation() </div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\n\t)&quot;</span></div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;      &lt;&lt; std::endl;</div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;  }</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"> </span></div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;  <a class="code" href="classruntime_1_1_list_runtime_function.html">runtime::ListRuntimeFunction&lt;COMMON_IDOMAIN&gt;</a> </div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    llfh_listFuntionHist</div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    (aiinp_inParamPcPmFk.getNumMaxGenerations(),</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;     <span class="stringliteral">&quot;Iterations&quot;</span>,</div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;     <span class="stringliteral">&quot;Clustering metrics&quot;</span></div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;     );</div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;  <span class="comment">/*DECLARATION OF VARIABLES: COMPUTING STATISTICAL AND METRIC OF THE ALGORITHM*/</span></div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;<span class="preprocessor">#ifndef __WITHOUT_PLOT_STAT</span></div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;  std::ofstream               lfileout_plotStatObjetiveFunc;</div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;  <a class="code" href="classruntime_1_1_runtime_function_value.html">runtime::RuntimeFunctionValue&lt;T_REAL&gt;</a> *lofh_SSE = NULL;</div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;  <a class="code" href="classruntime_1_1_runtime_function_stat.html">runtime::RuntimeFunctionStat&lt;T_REAL&gt;</a></div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    *lofhs_statObjectiveFunc[<a class="code" href="runtime__statistic_8hpp.html#a821c6beac41497051d4d05d51f4ae4d7">STATISTICAL_ALL_MEASURES</a>];</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;  std::vector&lt;T_REAL&gt;         lvectorT_statfuncObjetiveFunc;</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;  <span class="keywordflow">if</span> ( aiinp_inParamPcPmFk.getWithPlotStatObjetiveFunc() ) {  </div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    </div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    lvectorT_statfuncObjetiveFunc.reserve</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;      ( aiinp_inParamPcPmFk.getSizePopulation());</div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;    <span class="comment">//DEFINE FUNCTION</span></div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    lofh_SSE  = <span class="keyword">new</span> <a class="code" href="classruntime_1_1_runtime_function_value.html">runtime::RuntimeFunctionValue&lt;T_REAL&gt;</a></div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;      (<span class="stringliteral">&quot;SSE&quot;</span>, </div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;       aiinp_inParamPcPmFk.getAlgorithmoName(),</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;       <a class="code" href="runtime__function_8hpp.html#a11402450dc3137a8e9b7ea1ee32403a1">RUNTIMEFUNCTION_NOT_STORAGE</a></div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;       );</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;    llfh_listFuntionHist.addFuntion(lofh_SSE);</div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    <span class="comment">//DEFINE FUNCTION STATISTICAL</span></div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;    <span class="keywordflow">for</span>  (<span class="keywordtype">int</span> <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a> = 0; <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a> &lt; <a class="code" href="runtime__statistic_8hpp.html#a821c6beac41497051d4d05d51f4ae4d7">STATISTICAL_ALL_MEASURES</a>; <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a>++) {</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;      lofhs_statObjectiveFunc[<a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a>] = </div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;        <span class="keyword">new</span> <a class="code" href="classruntime_1_1_runtime_function_stat.html">runtime::RuntimeFunctionStat</a></div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;        &lt;T_REAL&gt;</div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;        ( (char) <a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a>,</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;          aiinp_inParamPcPmFk.getAlgorithmoName(),</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;          <a class="code" href="runtime__function_8hpp.html#a11402450dc3137a8e9b7ea1ee32403a1">RUNTIMEFUNCTION_NOT_STORAGE</a></div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;          );</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;      llfh_listFuntionHist.addFuntion(lofhs_statObjectiveFunc[<a class="code" href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">li_i</a>]);</div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;    }</div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;  </div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;    <span class="comment">//OPEN FILE STRORE FUNCTION</span></div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;    aoop_outParamGAC.setFileNameOutPlotStatObjetiveFunc</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;      (aiinp_inParamPcPmFk.getFileNamePlotStatObjetiveFunc(),</div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;       aiinp_inParamPcPmFk.getTimesRunAlgorithm()</div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;       );</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;    lfileout_plotStatObjetiveFunc.open</div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;      (aoop_outParamGAC.getFileNameOutPlotStatObjetiveFunc().c_str(),</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;       std::ios::out | std::ios::app</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;       );</div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;    lfileout_plotStatObjetiveFunc.precision(<a class="code" href="common_8hpp.html#ab23a980e24a9b9cf5356bf87aaf02a4a">COMMON_COUT_PRECISION</a>);</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;</div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;    <span class="comment">//FUNCTION HEADER</span></div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;    lfileout_plotStatObjetiveFunc </div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;      &lt;&lt;  llfh_listFuntionHist.<a class="code" href="classruntime_1_1_list_runtime_function.html#a2dd9ac78935607a1c992c1e396897486">getHeaderFuntions</a>() </div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;\n&quot;</span>;</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;  }</div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;</div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__WITHOUT_PLOT_STAT*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;  </div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;  <span class="comment">/*WHEN CAN MEASURE STARTS AT ZERO INVALID OFFSPRING</span></div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;<span class="comment">   */</span></div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;  aoop_outParamGAC.setTotalInvalidOffspring(0);</div><div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;</div><div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;  <span class="comment">/*OUT: GENETIC ALGORITHM CHARACTERIZATION*/</span></div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;  <a class="code" href="namespaceruntime.html#a8dd0360926fc272cb3a627baf1132157">runtime::ExecutionTime</a> let_executionTime = <a class="code" href="namespaceruntime.html#aa9ffc08cd526dab9f19a9a4000741a25">runtime::start</a>();</div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;    </div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;</div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;  <span class="comment">/*INITIALIZE POPULATION--------------------------------------------------------</span></div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;<span class="comment">    3.2.2 POPULATION INITIALIZATION    </span></div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;<span class="comment">    The K cluster centres encoded in each chromosome </span></div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;<span class="comment">    are initialized to K randomly chosen points from the</span></div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;<span class="comment">    data set. This process es repeated for each of the P </span></div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;<span class="comment">    chromosomes in the population, where P is the size of the</span></div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;<span class="comment">    population. \cite{Maulik:Bandyopadhyay:GAclustering:GAS:2000}</span></div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;<span class="comment">  */</span></div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;  {<span class="comment">/*BEGIN INITIALIZE POPULATION P(t)*/</span>     </div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;    geverbosepc_labelstep = <span class="stringliteral">&quot;(0) POPULATION INITIAL&quot;</span>;</div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;    ++geiinparam_verbose;</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;    <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;      std::cout &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;                &lt;&lt; <span class="stringliteral">&quot;: IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;                &lt;&lt; std::endl;</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;    }</div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;</div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;    <span class="keywordflow">for</span> ( <span class="keyword">auto</span>&amp; lchromfixleng_iter: lvectorchromfixleng_population ) {</div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;      </div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;      <span class="comment">/*DECODE CHROMOSOME</span></div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;<span class="comment">       */</span></div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;      <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a> </div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;        lmatrixrowt_centroidsChrom</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;        (lconstui_numClusterFk,</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;         <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;         lchromfixleng_iter.getString()</div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;         );</div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;         </div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;      <a class="code" href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">clusteringop::randomInitialize</a></div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;        (lmatrixrowt_centroidsChrom,</div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;         aiiterator_instfirst,</div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;         aiiterator_instlast</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;         );</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;      lchromfixleng_iter.setFitness(-std::numeric_limits&lt;T_REAL&gt;::max());</div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;      lchromfixleng_iter.setObjetiveFunc(std::numeric_limits&lt;T_REAL&gt;::max());</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;         </div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;    }</div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;   </div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;    <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      std::cout</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;        &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;        &lt;&lt; std::endl;</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    }</div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;    --geiinparam_verbose;</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;</div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;  } <span class="comment">/*END INITIALIZE POPULATION P(t)*/</span></div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;  </div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;  <span class="keywordflow">while</span> ( 1 ) {</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;</div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;    <span class="comment">/*BEGIN ITERATION*/</span></div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;    llfh_listFuntionHist.increaseDomainUpperBound();</div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;</div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;    <span class="comment">/*CLUSTERING----------------------------------------------------------</span></div><div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;<span class="comment">      The fitness computation process consists of two</span></div><div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;<span class="comment">      phases. In the &quot;rst phase, the clusters are formed accord-</span></div><div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;<span class="comment">      ing to the centres encoded in the chromosome under</span></div><div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;<span class="comment">      consideration. This is done by assigning each point</span></div><div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;<span class="comment">      x_i, i =1,2,...,n, to one of the clusters C_i with centre</span></div><div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;<span class="comment">      z_i</span></div><div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;<span class="comment">      \cite{Maulik:Bandyopadhyay:GAclustering:GAS:2000}</span></div><div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;    {<span class="comment">/*BEGIN CLUSTERING*/</span></div><div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160; </div><div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;      geverbosepc_labelstep = <span class="stringliteral">&quot;A. THE CLUSTERS ARE FORMED&quot;</span>;</div><div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        std::cout &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot;:  IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;                  &lt;&lt; std::endl;</div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;      }</div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;</div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;      <span class="keywordflow">for</span> ( <span class="keyword">auto</span>&amp; liter_iChrom: lvectorchromfixleng_population ) {</div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;        </div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;        <span class="comment">/*DECODE CHROMOSOME*/</span></div><div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;        <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a> </div><div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;          lmatrixrowt_centroidsChrom</div><div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;          (lconstui_numClusterFk,</div><div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;           <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;           liter_iChrom.getString()</div><div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;           );</div><div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;</div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;        <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE_SUM&gt;</a>       </div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;          llmatrixrowt_sumInstancesCluster</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;          (lconstui_numClusterFk,</div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;           <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;           T_FEATURE_SUM(0)</div><div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;           );</div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;            </div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;        std::vector&lt;T_INSTANCES_CLUSTER_K&gt; </div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;          lvectort_numInstancesInClusterK</div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;          (lconstui_numClusterFk,</div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;           T_INSTANCES_CLUSTER_K(0)</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;           );</div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;            </div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;        T_CLUSTERIDX lmcidx_numClusterNull;</div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;            </div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;        <a class="code" href="namespaceclusteringop.html#a2fc69a2d3ca3c2fcc28c71892eee446a">clusteringop::updateCentroids</a></div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;          (lmcidx_numClusterNull,</div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;           lmatrixrowt_centroidsChrom,</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;           llmatrixrowt_sumInstancesCluster,</div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;           lvectort_numInstancesInClusterK,</div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;           aiiterator_instfirst,</div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;           aiiterator_instlast,</div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;           aifunc2p_dist</div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;           );</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;      }</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;        std::cout</div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;          &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;      }</div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;    } <span class="comment">/*END CLUSTERING*/</span></div><div class="line"><a name="l00341"></a><span class="lineno">  341</span>&#160;   </div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;</div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;    <span class="comment">/*FITNESS FUNCTION----------------------------------------------------------</span></div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;<span class="comment">      Subsequently, the clustering metric M is computed as</span></div><div class="line"><a name="l00345"></a><span class="lineno">  345</span>&#160;<span class="comment">      follows:</span></div><div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;<span class="comment">      M = \sum_{i=1}^{k} M_i</span></div><div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;<span class="comment">      M_i = \sum_{x_j\inC_i} ||x_j-zi||</span></div><div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;<span class="comment">      The fitness fuction is defined as f= 1/M, so that maxi-</span></div><div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;<span class="comment">      mization of the &quot;tness function leads to minimization</span></div><div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;<span class="comment">      of M.</span></div><div class="line"><a name="l00351"></a><span class="lineno">  351</span>&#160;<span class="comment">      \cite{Maulik:Bandyopadhyay:GAclustering:GAS:2000}</span></div><div class="line"><a name="l00352"></a><span class="lineno">  352</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00353"></a><span class="lineno">  353</span>&#160;    { <span class="comment">/*BEGIN COMPUTED METRIC M AND FITNESS*/</span></div><div class="line"><a name="l00354"></a><span class="lineno">  354</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00355"></a><span class="lineno">  355</span>&#160;      geverbosepc_labelstep = <span class="stringliteral">&quot;B. COMPUTED METRIC M AND FITNESS&quot;</span>;</div><div class="line"><a name="l00356"></a><span class="lineno">  356</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00357"></a><span class="lineno">  357</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00358"></a><span class="lineno">  358</span>&#160;        std::cout</div><div class="line"><a name="l00359"></a><span class="lineno">  359</span>&#160;          &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00360"></a><span class="lineno">  360</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00361"></a><span class="lineno">  361</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00362"></a><span class="lineno">  362</span>&#160;      }</div><div class="line"><a name="l00363"></a><span class="lineno">  363</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00364"></a><span class="lineno">  364</span>&#160;</div><div class="line"><a name="l00365"></a><span class="lineno">  365</span>&#160;      <span class="keywordtype">long</span> ll_invalidOffspring = 0;</div><div class="line"><a name="l00366"></a><span class="lineno">  366</span>&#160;</div><div class="line"><a name="l00367"></a><span class="lineno">  367</span>&#160;      <span class="keywordflow">for</span> ( <span class="keyword">auto</span>&amp; lchromfixleng_iter: lvectorchromfixleng_population ) {</div><div class="line"><a name="l00368"></a><span class="lineno">  368</span>&#160;         </div><div class="line"><a name="l00369"></a><span class="lineno">  369</span>&#160;        <span class="comment">/*DECODE CHROMOSOME*/</span></div><div class="line"><a name="l00370"></a><span class="lineno">  370</span>&#160;        <a class="code" href="classmat_1_1_matrix_row.html">mat::MatrixRow&lt;T_FEATURE&gt;</a> </div><div class="line"><a name="l00371"></a><span class="lineno">  371</span>&#160;          lmatrixrowt_centroidsChrom</div><div class="line"><a name="l00372"></a><span class="lineno">  372</span>&#160;          (lconstui_numClusterFk,</div><div class="line"><a name="l00373"></a><span class="lineno">  373</span>&#160;           <a class="code" href="classdata_1_1_instance.html">data::Instance&lt;T_FEATURE&gt;::getNumDimensions</a>(),</div><div class="line"><a name="l00374"></a><span class="lineno">  374</span>&#160;           lchromfixleng_iter.getString()</div><div class="line"><a name="l00375"></a><span class="lineno">  375</span>&#160;           );</div><div class="line"><a name="l00376"></a><span class="lineno">  376</span>&#160;</div><div class="line"><a name="l00377"></a><span class="lineno">  377</span>&#160;        std::pair&lt;T_REAL,bool&gt; lpair_SSE =</div><div class="line"><a name="l00378"></a><span class="lineno">  378</span>&#160;          <a class="code" href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">um::SSE</a> </div><div class="line"><a name="l00379"></a><span class="lineno">  379</span>&#160;          (lmatrixrowt_centroidsChrom,</div><div class="line"><a name="l00380"></a><span class="lineno">  380</span>&#160;           aiiterator_instfirst,</div><div class="line"><a name="l00381"></a><span class="lineno">  381</span>&#160;           aiiterator_instlast,</div><div class="line"><a name="l00382"></a><span class="lineno">  382</span>&#160;           aifunc2p_dist</div><div class="line"><a name="l00383"></a><span class="lineno">  383</span>&#160;           );</div><div class="line"><a name="l00384"></a><span class="lineno">  384</span>&#160;           </div><div class="line"><a name="l00385"></a><span class="lineno">  385</span>&#160;        lchromfixleng_iter.setObjetiveFunc(lpair_SSE.first);</div><div class="line"><a name="l00386"></a><span class="lineno">  386</span>&#160;        lchromfixleng_iter.setFitness(1.0 / lpair_SSE.first);</div><div class="line"><a name="l00387"></a><span class="lineno">  387</span>&#160;        lchromfixleng_iter.setValidString(lpair_SSE.second);</div><div class="line"><a name="l00388"></a><span class="lineno">  388</span>&#160;            </div><div class="line"><a name="l00389"></a><span class="lineno">  389</span>&#160;        <span class="keywordflow">if</span> ( lchromfixleng_iter.getValidString() == false )</div><div class="line"><a name="l00390"></a><span class="lineno">  390</span>&#160;          ++ll_invalidOffspring;</div><div class="line"><a name="l00391"></a><span class="lineno">  391</span>&#160;</div><div class="line"><a name="l00392"></a><span class="lineno">  392</span>&#160;<span class="preprocessor">#ifndef __WITHOUT_PLOT_STAT</span></div><div class="line"><a name="l00393"></a><span class="lineno">  393</span>&#160;        lvectorT_statfuncObjetiveFunc.push_back</div><div class="line"><a name="l00394"></a><span class="lineno">  394</span>&#160;          (lchromfixleng_iter.getObjetiveFunc());</div><div class="line"><a name="l00395"></a><span class="lineno">  395</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__WITHOUT_PLOT_STAT*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00396"></a><span class="lineno">  396</span>&#160;</div><div class="line"><a name="l00397"></a><span class="lineno">  397</span>&#160;      } </div><div class="line"><a name="l00398"></a><span class="lineno">  398</span>&#160;        </div><div class="line"><a name="l00399"></a><span class="lineno">  399</span>&#160;      aoop_outParamGAC.sumTotalInvalidOffspring</div><div class="line"><a name="l00400"></a><span class="lineno">  400</span>&#160;        (ll_invalidOffspring);</div><div class="line"><a name="l00401"></a><span class="lineno">  401</span>&#160;</div><div class="line"><a name="l00402"></a><span class="lineno">  402</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00403"></a><span class="lineno">  403</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00404"></a><span class="lineno">  404</span>&#160;        std::cout</div><div class="line"><a name="l00405"></a><span class="lineno">  405</span>&#160;          &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00406"></a><span class="lineno">  406</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00407"></a><span class="lineno">  407</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00408"></a><span class="lineno">  408</span>&#160;      }</div><div class="line"><a name="l00409"></a><span class="lineno">  409</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00410"></a><span class="lineno">  410</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00411"></a><span class="lineno">  411</span>&#160;    </div><div class="line"><a name="l00412"></a><span class="lineno">  412</span>&#160;    } <span class="comment">/*END COMPUTED METRIC M AND FITNESS*/</span></div><div class="line"><a name="l00413"></a><span class="lineno">  413</span>&#160;</div><div class="line"><a name="l00414"></a><span class="lineno">  414</span>&#160;    <span class="comment">/*ELITISM-------------------------------------------------------------------</span></div><div class="line"><a name="l00415"></a><span class="lineno">  415</span>&#160;<span class="comment">      The best string seen</span></div><div class="line"><a name="l00416"></a><span class="lineno">  416</span>&#160;<span class="comment">      upto the last generation provides the solution to the</span></div><div class="line"><a name="l00417"></a><span class="lineno">  417</span>&#160;<span class="comment">      lustering problem. We have implemented elitism at each</span></div><div class="line"><a name="l00418"></a><span class="lineno">  418</span>&#160;<span class="comment">      generation by preserving the best string seen upto that</span></div><div class="line"><a name="l00419"></a><span class="lineno">  419</span>&#160;<span class="comment">      generation in a location outside the population. Thus on</span></div><div class="line"><a name="l00420"></a><span class="lineno">  420</span>&#160;<span class="comment">      ermination, this location contains the centres of the fnal</span></div><div class="line"><a name="l00421"></a><span class="lineno">  421</span>&#160;<span class="comment">      lusters.</span></div><div class="line"><a name="l00422"></a><span class="lineno">  422</span>&#160;<span class="comment">      \cite{Maulik:Bandyopadhyay:GAclustering:GAS:2000}</span></div><div class="line"><a name="l00423"></a><span class="lineno">  423</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00424"></a><span class="lineno">  424</span>&#160;    { <span class="comment">/*BEGIN PRESERVING THE BEST STRING*/</span></div><div class="line"><a name="l00425"></a><span class="lineno">  425</span>&#160;      </div><div class="line"><a name="l00426"></a><span class="lineno">  426</span>&#160;      <span class="keyword">auto</span> lchromfixleng_iterMax  =</div><div class="line"><a name="l00427"></a><span class="lineno">  427</span>&#160;        std::max_element</div><div class="line"><a name="l00428"></a><span class="lineno">  428</span>&#160;        (lvectorchromfixleng_population.begin(),</div><div class="line"><a name="l00429"></a><span class="lineno">  429</span>&#160;         lvectorchromfixleng_population.end(),</div><div class="line"><a name="l00430"></a><span class="lineno">  430</span>&#160;         [](<span class="keyword">const</span> <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp; x, </div><div class="line"><a name="l00431"></a><span class="lineno">  431</span>&#160;            <span class="keyword">const</span> <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp; y</div><div class="line"><a name="l00432"></a><span class="lineno">  432</span>&#160;            ) </div><div class="line"><a name="l00433"></a><span class="lineno">  433</span>&#160;         {  <span class="keywordflow">return</span> x.<a class="code" href="classgaencode_1_1_chromosome_base.html#a6e201d174946aea43c98dcde4a0088f8">getFitness</a>() &lt; y.getFitness(); }</div><div class="line"><a name="l00434"></a><span class="lineno">  434</span>&#160;         );</div><div class="line"><a name="l00435"></a><span class="lineno">  435</span>&#160;</div><div class="line"><a name="l00436"></a><span class="lineno">  436</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00437"></a><span class="lineno">  437</span>&#160;      geverbosepc_labelstep = <span class="stringliteral">&quot;ELITISM PRESERVING THE BEST&quot;</span>;</div><div class="line"><a name="l00438"></a><span class="lineno">  438</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00439"></a><span class="lineno">  439</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00440"></a><span class="lineno">  440</span>&#160;        std::cout</div><div class="line"><a name="l00441"></a><span class="lineno">  441</span>&#160;          &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00442"></a><span class="lineno">  442</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\tmax fitness = &quot;</span></div><div class="line"><a name="l00443"></a><span class="lineno">  443</span>&#160;          &lt;&lt; lchromfixleng_iterMax-&gt;getFitness()  </div><div class="line"><a name="l00444"></a><span class="lineno">  444</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00445"></a><span class="lineno">  445</span>&#160;      }</div><div class="line"><a name="l00446"></a><span class="lineno">  446</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00447"></a><span class="lineno">  447</span>&#160;</div><div class="line"><a name="l00448"></a><span class="lineno">  448</span>&#160;      <span class="keywordflow">if</span> ( lochromfixleng_best.<a class="code" href="classgaencode_1_1_chromosome_base.html#a6e201d174946aea43c98dcde4a0088f8">getFitness</a>() &lt;</div><div class="line"><a name="l00449"></a><span class="lineno">  449</span>&#160;           lchromfixleng_iterMax-&gt;getFitness() ) {</div><div class="line"><a name="l00450"></a><span class="lineno">  450</span>&#160;</div><div class="line"><a name="l00451"></a><span class="lineno">  451</span>&#160;        <span class="comment">/*CHROMOSOME ONE WAS FOUND IN THIS ITERATION*/</span></div><div class="line"><a name="l00452"></a><span class="lineno">  452</span>&#160;        lochromfixleng_best  = *lchromfixleng_iterMax;</div><div class="line"><a name="l00453"></a><span class="lineno">  453</span>&#160;       </div><div class="line"><a name="l00454"></a><span class="lineno">  454</span>&#160;        aoop_outParamGAC.setIterationGetsBest</div><div class="line"><a name="l00455"></a><span class="lineno">  455</span>&#160;          (llfh_listFuntionHist.getDomainUpperBound());</div><div class="line"><a name="l00456"></a><span class="lineno">  456</span>&#160;        aoop_outParamGAC.setRunTimeGetsBest</div><div class="line"><a name="l00457"></a><span class="lineno">  457</span>&#160;          (<a class="code" href="namespaceruntime.html#a088849fc5523fb2e072936513a13eb0e">runtime::elapsedTime</a>(let_executionTime));</div><div class="line"><a name="l00458"></a><span class="lineno">  458</span>&#160;      }</div><div class="line"><a name="l00459"></a><span class="lineno">  459</span>&#160;</div><div class="line"><a name="l00460"></a><span class="lineno">  460</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00461"></a><span class="lineno">  461</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00462"></a><span class="lineno">  462</span>&#160;        std::cout</div><div class="line"><a name="l00463"></a><span class="lineno">  463</span>&#160;          &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00464"></a><span class="lineno">  464</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00465"></a><span class="lineno">  465</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00466"></a><span class="lineno">  466</span>&#160;      }</div><div class="line"><a name="l00467"></a><span class="lineno">  467</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00468"></a><span class="lineno">  468</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00469"></a><span class="lineno">  469</span>&#160;</div><div class="line"><a name="l00470"></a><span class="lineno">  470</span>&#160;    } <span class="comment">/*END PRESERVING THE BEST STRING*/</span></div><div class="line"><a name="l00471"></a><span class="lineno">  471</span>&#160;</div><div class="line"><a name="l00472"></a><span class="lineno">  472</span>&#160;  </div><div class="line"><a name="l00473"></a><span class="lineno">  473</span>&#160;    <span class="comment">/*MEASUREMENT BEST: COMPUTING STATISTICAL AND METRIC OF THE </span></div><div class="line"><a name="l00474"></a><span class="lineno">  474</span>&#160;<span class="comment">      ALGORITHM</span></div><div class="line"><a name="l00475"></a><span class="lineno">  475</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00476"></a><span class="lineno">  476</span>&#160;<span class="preprocessor">#ifndef __WITHOUT_PLOT_STAT</span></div><div class="line"><a name="l00477"></a><span class="lineno">  477</span>&#160;    <span class="keywordflow">if</span> ( aiinp_inParamPcPmFk.getWithPlotStatObjetiveFunc() ) {  </div><div class="line"><a name="l00478"></a><span class="lineno">  478</span>&#160;</div><div class="line"><a name="l00479"></a><span class="lineno">  479</span>&#160;      lofh_SSE-&gt;<a class="code" href="classruntime_1_1_runtime_function_value.html#ac2b3712c5f0ce97aa2c58016cc9ad986">setValue</a>(lochromfixleng_best.<a class="code" href="classgaencode_1_1_chromosome_base.html#afc3f7dbd72d88157ba37eb8bea29478e">getObjetiveFunc</a>());</div><div class="line"><a name="l00480"></a><span class="lineno">  480</span>&#160;</div><div class="line"><a name="l00481"></a><span class="lineno">  481</span>&#160;      <a class="code" href="namespaceruntime.html#a4b3214090bd4f8a54968b48ce58352ed">functionhiststat_evaluateAll</a></div><div class="line"><a name="l00482"></a><span class="lineno">  482</span>&#160;        (lofhs_statObjectiveFunc,</div><div class="line"><a name="l00483"></a><span class="lineno">  483</span>&#160;         lvectorT_statfuncObjetiveFunc</div><div class="line"><a name="l00484"></a><span class="lineno">  484</span>&#160;         );</div><div class="line"><a name="l00485"></a><span class="lineno">  485</span>&#160;      lfileout_plotStatObjetiveFunc &lt;&lt; llfh_listFuntionHist;</div><div class="line"><a name="l00486"></a><span class="lineno">  486</span>&#160;      lvectorT_statfuncObjetiveFunc.clear();</div><div class="line"><a name="l00487"></a><span class="lineno">  487</span>&#160;    }</div><div class="line"><a name="l00488"></a><span class="lineno">  488</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__WITHOUT_PLOT_STAT*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00489"></a><span class="lineno">  489</span>&#160;</div><div class="line"><a name="l00490"></a><span class="lineno">  490</span>&#160;    <span class="comment">/*TERMINATION CRITERION-----------------------------------------------------</span></div><div class="line"><a name="l00491"></a><span class="lineno">  491</span>&#160;<span class="comment">      3.2.7 TERMINATION CRITERION </span></div><div class="line"><a name="l00492"></a><span class="lineno">  492</span>&#160;<span class="comment">      \cite{Maulik:Bandyopadhyay:GAclustering:GAS:2000}</span></div><div class="line"><a name="l00493"></a><span class="lineno">  493</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00494"></a><span class="lineno">  494</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00495"></a><span class="lineno">  495</span>&#160;    <span class="comment">/*ID PROC</span></div><div class="line"><a name="l00496"></a><span class="lineno">  496</span>&#160;<span class="comment">     */</span></div><div class="line"><a name="l00497"></a><span class="lineno">  497</span>&#160;    ++geverboseui_idproc;</div><div class="line"><a name="l00498"></a><span class="lineno">  498</span>&#160;      </div><div class="line"><a name="l00499"></a><span class="lineno">  499</span>&#160;    ++geiinparam_verbose;</div><div class="line"><a name="l00500"></a><span class="lineno">  500</span>&#160;    <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00501"></a><span class="lineno">  501</span>&#160;      std::cout</div><div class="line"><a name="l00502"></a><span class="lineno">  502</span>&#160;        &lt;&lt; <span class="stringliteral">&quot;TERMINATION CRITERION ATTAINED?: &quot;</span> </div><div class="line"><a name="l00503"></a><span class="lineno">  503</span>&#160;        &lt;&lt; llfh_listFuntionHist.getDomainUpperBound()</div><div class="line"><a name="l00504"></a><span class="lineno">  504</span>&#160;        &lt;&lt; std::endl; </div><div class="line"><a name="l00505"></a><span class="lineno">  505</span>&#160;    }</div><div class="line"><a name="l00506"></a><span class="lineno">  506</span>&#160;    --geiinparam_verbose;</div><div class="line"><a name="l00507"></a><span class="lineno">  507</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00508"></a><span class="lineno">  508</span>&#160;   </div><div class="line"><a name="l00509"></a><span class="lineno">  509</span>&#160;    <span class="keywordflow">if</span> ( !(llfh_listFuntionHist.getDomainUpperBound() </div><div class="line"><a name="l00510"></a><span class="lineno">  510</span>&#160;           &lt; aiinp_inParamPcPmFk.getNumMaxGenerations() ) </div><div class="line"><a name="l00511"></a><span class="lineno">  511</span>&#160;         )</div><div class="line"><a name="l00512"></a><span class="lineno">  512</span>&#160;      <span class="keywordflow">break</span>;</div><div class="line"><a name="l00513"></a><span class="lineno">  513</span>&#160;</div><div class="line"><a name="l00514"></a><span class="lineno">  514</span>&#160;    <span class="comment">/*SELECTION------------------------------------------------------------------</span></div><div class="line"><a name="l00515"></a><span class="lineno">  515</span>&#160;<span class="comment">      The selection process selects chromosomes from the</span></div><div class="line"><a name="l00516"></a><span class="lineno">  516</span>&#160;<span class="comment">      mating pool directed by the survival of the fittest concept</span></div><div class="line"><a name="l00517"></a><span class="lineno">  517</span>&#160;<span class="comment">      of natural genetic systems. In the proportional selection</span></div><div class="line"><a name="l00518"></a><span class="lineno">  518</span>&#160;<span class="comment">      strategy adopted in this article, a chromosome is assigned</span></div><div class="line"><a name="l00519"></a><span class="lineno">  519</span>&#160;<span class="comment">      a number of copies, which is proportional to its fitness in</span></div><div class="line"><a name="l00520"></a><span class="lineno">  520</span>&#160;<span class="comment">      the population, that go into the mating pool for further</span></div><div class="line"><a name="l00521"></a><span class="lineno">  521</span>&#160;<span class="comment">      genetic operations. Roulette wheel selection is one com-</span></div><div class="line"><a name="l00522"></a><span class="lineno">  522</span>&#160;<span class="comment">      mon technique that implements the proportional selec-</span></div><div class="line"><a name="l00523"></a><span class="lineno">  523</span>&#160;<span class="comment">      tion strategy.</span></div><div class="line"><a name="l00524"></a><span class="lineno">  524</span>&#160;<span class="comment">      \cite{Maulik:Bandyopadhyay:GAclustering:GAS:2000}</span></div><div class="line"><a name="l00525"></a><span class="lineno">  525</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00526"></a><span class="lineno">  526</span>&#160;    { <span class="comment">/*BEGIN SELECTION*/</span></div><div class="line"><a name="l00527"></a><span class="lineno">  527</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00528"></a><span class="lineno">  528</span>&#160;      geverbosepc_labelstep = <span class="stringliteral">&quot;SELECTION&quot;</span>;</div><div class="line"><a name="l00529"></a><span class="lineno">  529</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00530"></a><span class="lineno">  530</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00531"></a><span class="lineno">  531</span>&#160;        std::cout &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00532"></a><span class="lineno">  532</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot;: IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00533"></a><span class="lineno">  533</span>&#160;                  &lt;&lt; std::endl;</div><div class="line"><a name="l00534"></a><span class="lineno">  534</span>&#160;      }</div><div class="line"><a name="l00535"></a><span class="lineno">  535</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00536"></a><span class="lineno">  536</span>&#160;</div><div class="line"><a name="l00537"></a><span class="lineno">  537</span>&#160;      <span class="keyword">const</span> std::vector&lt;T_REAL&gt;&amp;&amp; lvectorT_probDistRouletteWheel =</div><div class="line"><a name="l00538"></a><span class="lineno">  538</span>&#160;        <a class="code" href="namespaceprob.html#aa737d76e6416a765f004cd211eff712d">prob::makeDistRouletteWheel</a></div><div class="line"><a name="l00539"></a><span class="lineno">  539</span>&#160;        (lvectorchromfixleng_population.begin(),</div><div class="line"><a name="l00540"></a><span class="lineno">  540</span>&#160;         lvectorchromfixleng_population.end(),</div><div class="line"><a name="l00541"></a><span class="lineno">  541</span>&#160;         [](<span class="keyword">const</span> <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp;</div><div class="line"><a name="l00542"></a><span class="lineno">  542</span>&#160;            lchromfixleng_iter) -&gt; T_REAL</div><div class="line"><a name="l00543"></a><span class="lineno">  543</span>&#160;         {</div><div class="line"><a name="l00544"></a><span class="lineno">  544</span>&#160;           <span class="keywordflow">return</span> lchromfixleng_iter.getFitness();</div><div class="line"><a name="l00545"></a><span class="lineno">  545</span>&#160;         }</div><div class="line"><a name="l00546"></a><span class="lineno">  546</span>&#160;         );</div><div class="line"><a name="l00547"></a><span class="lineno">  547</span>&#160;      </div><div class="line"><a name="l00548"></a><span class="lineno">  548</span>&#160;      <span class="comment">/*COPY POPULATION TO STRING POOL FOR ROULETTE WHEEL--------------------------</span></div><div class="line"><a name="l00549"></a><span class="lineno">  549</span>&#160;<span class="comment">       */</span> </div><div class="line"><a name="l00550"></a><span class="lineno">  550</span>&#160;      <span class="keywordflow">for</span> ( <span class="keyword">auto</span>&amp; lchromfixleng_iter: lvectorchromfixleng_matingPool ) {</div><div class="line"><a name="l00551"></a><span class="lineno">  551</span>&#160;        </div><div class="line"><a name="l00552"></a><span class="lineno">  552</span>&#160;        <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a> lstidx_chrom = </div><div class="line"><a name="l00553"></a><span class="lineno">  553</span>&#160;          <a class="code" href="namespacegaselect.html#ae9cfd02b23815a3c1291b4adb0b7658a">gaselect::getIdxRouletteWheel</a></div><div class="line"><a name="l00554"></a><span class="lineno">  554</span>&#160;          (lvectorT_probDistRouletteWheel,</div><div class="line"><a name="l00555"></a><span class="lineno">  555</span>&#160;           <a class="code" href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a>(0)</div><div class="line"><a name="l00556"></a><span class="lineno">  556</span>&#160;           );</div><div class="line"><a name="l00557"></a><span class="lineno">  557</span>&#160;</div><div class="line"><a name="l00558"></a><span class="lineno">  558</span>&#160;        lchromfixleng_iter = lvectorchromfixleng_population.at(lstidx_chrom);</div><div class="line"><a name="l00559"></a><span class="lineno">  559</span>&#160;      }</div><div class="line"><a name="l00560"></a><span class="lineno">  560</span>&#160;</div><div class="line"><a name="l00561"></a><span class="lineno">  561</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00562"></a><span class="lineno">  562</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00563"></a><span class="lineno">  563</span>&#160;        std::cout</div><div class="line"><a name="l00564"></a><span class="lineno">  564</span>&#160;          &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00565"></a><span class="lineno">  565</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00566"></a><span class="lineno">  566</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00567"></a><span class="lineno">  567</span>&#160;      }</div><div class="line"><a name="l00568"></a><span class="lineno">  568</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00569"></a><span class="lineno">  569</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00570"></a><span class="lineno">  570</span>&#160;</div><div class="line"><a name="l00571"></a><span class="lineno">  571</span>&#160;    } <span class="comment">/*END SELECTION*/</span></div><div class="line"><a name="l00572"></a><span class="lineno">  572</span>&#160;</div><div class="line"><a name="l00573"></a><span class="lineno">  573</span>&#160;</div><div class="line"><a name="l00574"></a><span class="lineno">  574</span>&#160;    <span class="comment">/*CROSSOVER------------------------------------------------------------------</span></div><div class="line"><a name="l00575"></a><span class="lineno">  575</span>&#160;<span class="comment">      Crossover. Crossover is a probabilistic process that </span></div><div class="line"><a name="l00576"></a><span class="lineno">  576</span>&#160;<span class="comment">      exchanges information between two parent chromosomes </span></div><div class="line"><a name="l00577"></a><span class="lineno">  577</span>&#160;<span class="comment">      for generating two offspring. Here, single-point </span></div><div class="line"><a name="l00578"></a><span class="lineno">  578</span>&#160;<span class="comment">      crossover with a fixed crossover probability of $\mu_c$ </span></div><div class="line"><a name="l00579"></a><span class="lineno">  579</span>&#160;<span class="comment">      is used. For chromosomes of length $l$ $(l= NK)$, a random </span></div><div class="line"><a name="l00580"></a><span class="lineno">  580</span>&#160;<span class="comment">      integer, called the crossover point, is generated in the </span></div><div class="line"><a name="l00581"></a><span class="lineno">  581</span>&#160;<span class="comment">      range $[1,l-1]$. The portions of the chromosomes lying to</span></div><div class="line"><a name="l00582"></a><span class="lineno">  582</span>&#160;<span class="comment">      the right of the crossover point are exchanged to produce </span></div><div class="line"><a name="l00583"></a><span class="lineno">  583</span>&#160;<span class="comment">      two offspring.</span></div><div class="line"><a name="l00584"></a><span class="lineno">  584</span>&#160;<span class="comment">      \cite{Bandyopadhyay:Maulik:GAclustering:KGA:2002}</span></div><div class="line"><a name="l00585"></a><span class="lineno">  585</span>&#160;<span class="comment">    */</span></div><div class="line"><a name="l00586"></a><span class="lineno">  586</span>&#160;    { <span class="comment">/*BEGIN CROSSOVER*/</span></div><div class="line"><a name="l00587"></a><span class="lineno">  587</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00588"></a><span class="lineno">  588</span>&#160;      geverbosepc_labelstep = <span class="stringliteral">&quot;CROSSOVER&quot;</span>;</div><div class="line"><a name="l00589"></a><span class="lineno">  589</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00590"></a><span class="lineno">  590</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00591"></a><span class="lineno">  591</span>&#160;        std::cout &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00592"></a><span class="lineno">  592</span>&#160;                  &lt;&lt; <span class="stringliteral">&quot;: IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00593"></a><span class="lineno">  593</span>&#160;                  &lt;&lt; std::endl;</div><div class="line"><a name="l00594"></a><span class="lineno">  594</span>&#160;      }</div><div class="line"><a name="l00595"></a><span class="lineno">  595</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00596"></a><span class="lineno">  596</span>&#160;</div><div class="line"><a name="l00597"></a><span class="lineno">  597</span>&#160;      </div><div class="line"><a name="l00598"></a><span class="lineno">  598</span>&#160;      gaiterator::crossover</div><div class="line"><a name="l00599"></a><span class="lineno">  599</span>&#160;        (lvectorchromfixleng_matingPool.begin(),</div><div class="line"><a name="l00600"></a><span class="lineno">  600</span>&#160;         lvectorchromfixleng_matingPool.end(),</div><div class="line"><a name="l00601"></a><span class="lineno">  601</span>&#160;         lvectorchromfixleng_population.begin(),</div><div class="line"><a name="l00602"></a><span class="lineno">  602</span>&#160;         lvectorchromfixleng_population.end(),</div><div class="line"><a name="l00603"></a><span class="lineno">  603</span>&#160;         [&amp;](<span class="keyword">const</span> <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp;</div><div class="line"><a name="l00604"></a><span class="lineno">  604</span>&#160;             aichrom_parent1,</div><div class="line"><a name="l00605"></a><span class="lineno">  605</span>&#160;             <span class="keyword">const</span> <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp;</div><div class="line"><a name="l00606"></a><span class="lineno">  606</span>&#160;             aichrom_parent2,</div><div class="line"><a name="l00607"></a><span class="lineno">  607</span>&#160;             <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp;</div><div class="line"><a name="l00608"></a><span class="lineno">  608</span>&#160;             aochrom_child1, </div><div class="line"><a name="l00609"></a><span class="lineno">  609</span>&#160;             <a class="code" href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength&lt;T_FEATURE,T_REAL&gt;</a>&amp;</div><div class="line"><a name="l00610"></a><span class="lineno">  610</span>&#160;             aochrom_child2</div><div class="line"><a name="l00611"></a><span class="lineno">  611</span>&#160;             )</div><div class="line"><a name="l00612"></a><span class="lineno">  612</span>&#160;         {</div><div class="line"><a name="l00613"></a><span class="lineno">  613</span>&#160;         </div><div class="line"><a name="l00614"></a><span class="lineno">  614</span>&#160;           <span class="keywordflow">if</span> ( uniformdis_real01(<a class="code" href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>) &lt;</div><div class="line"><a name="l00615"></a><span class="lineno">  615</span>&#160;                aiinp_inParamPcPmFk.getProbCrossover()  ) {</div><div class="line"><a name="l00616"></a><span class="lineno">  616</span>&#160;              </div><div class="line"><a name="l00617"></a><span class="lineno">  617</span>&#160;             <a class="code" href="namespacegagenericop.html#a7dd4f4513a4c1ee9e74f02938d860c4c">gagenericop::onePointCrossover</a></div><div class="line"><a name="l00618"></a><span class="lineno">  618</span>&#160;               (aochrom_child1,</div><div class="line"><a name="l00619"></a><span class="lineno">  619</span>&#160;                aochrom_child2,</div><div class="line"><a name="l00620"></a><span class="lineno">  620</span>&#160;                aichrom_parent1,</div><div class="line"><a name="l00621"></a><span class="lineno">  621</span>&#160;                aichrom_parent2</div><div class="line"><a name="l00622"></a><span class="lineno">  622</span>&#160;                );</div><div class="line"><a name="l00623"></a><span class="lineno">  623</span>&#160;</div><div class="line"><a name="l00624"></a><span class="lineno">  624</span>&#160;           } <span class="comment">//if  Crossover</span></div><div class="line"><a name="l00625"></a><span class="lineno">  625</span>&#160;           <span class="keywordflow">else</span> {</div><div class="line"><a name="l00626"></a><span class="lineno">  626</span>&#160;             aochrom_child1 =  aichrom_parent1;</div><div class="line"><a name="l00627"></a><span class="lineno">  627</span>&#160;             aochrom_child2 =  aichrom_parent2;</div><div class="line"><a name="l00628"></a><span class="lineno">  628</span>&#160;           }</div><div class="line"><a name="l00629"></a><span class="lineno">  629</span>&#160;         }</div><div class="line"><a name="l00630"></a><span class="lineno">  630</span>&#160;         );</div><div class="line"><a name="l00631"></a><span class="lineno">  631</span>&#160;         </div><div class="line"><a name="l00632"></a><span class="lineno">  632</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00633"></a><span class="lineno">  633</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00634"></a><span class="lineno">  634</span>&#160;        std::cout</div><div class="line"><a name="l00635"></a><span class="lineno">  635</span>&#160;          &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00636"></a><span class="lineno">  636</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00637"></a><span class="lineno">  637</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00638"></a><span class="lineno">  638</span>&#160;      }</div><div class="line"><a name="l00639"></a><span class="lineno">  639</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00640"></a><span class="lineno">  640</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00641"></a><span class="lineno">  641</span>&#160;      </div><div class="line"><a name="l00642"></a><span class="lineno">  642</span>&#160;    } <span class="comment">/*END CROSSOVER*/</span></div><div class="line"><a name="l00643"></a><span class="lineno">  643</span>&#160;</div><div class="line"><a name="l00644"></a><span class="lineno">  644</span>&#160;    </div><div class="line"><a name="l00645"></a><span class="lineno">  645</span>&#160;      <span class="comment">/*MUTATION----------------------------------------------------------------</span></div><div class="line"><a name="l00646"></a><span class="lineno">  646</span>&#160;<span class="comment">       */</span></div><div class="line"><a name="l00647"></a><span class="lineno">  647</span>&#160;    {<span class="comment">/*BEGIN MUTATION*/</span></div><div class="line"><a name="l00648"></a><span class="lineno">  648</span>&#160;</div><div class="line"><a name="l00649"></a><span class="lineno">  649</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00650"></a><span class="lineno">  650</span>&#160;      geverbosepc_labelstep = <span class="stringliteral">&quot;MUTATION&quot;</span>;</div><div class="line"><a name="l00651"></a><span class="lineno">  651</span>&#160;      ++geiinparam_verbose;</div><div class="line"><a name="l00652"></a><span class="lineno">  652</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00653"></a><span class="lineno">  653</span>&#160;        std::cout</div><div class="line"><a name="l00654"></a><span class="lineno">  654</span>&#160;          &lt;&lt; geverbosepc_labelstep  </div><div class="line"><a name="l00655"></a><span class="lineno">  655</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: IN(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00656"></a><span class="lineno">  656</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00657"></a><span class="lineno">  657</span>&#160;      }</div><div class="line"><a name="l00658"></a><span class="lineno">  658</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00659"></a><span class="lineno">  659</span>&#160;</div><div class="line"><a name="l00660"></a><span class="lineno">  660</span>&#160;      <span class="keywordflow">for</span> ( <span class="keyword">auto</span>&amp; lchromfixleng_iter: lvectorchromfixleng_population ) {</div><div class="line"><a name="l00661"></a><span class="lineno">  661</span>&#160;        <span class="keywordflow">if</span> ( uniformdis_real01(<a class="code" href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a>) </div><div class="line"><a name="l00662"></a><span class="lineno">  662</span>&#160;             &lt; aiinp_inParamPcPmFk.getProbMutation() ) </div><div class="line"><a name="l00663"></a><span class="lineno">  663</span>&#160;          { <span class="comment">//IF BEGIN  MUTATION        </span></div><div class="line"><a name="l00664"></a><span class="lineno">  664</span>&#160;            <a class="code" href="namespacegarealop.html#a5a1dd27f09f34f17ddfb80ca884787b0">garealop::randomMutation</a>(lchromfixleng_iter);</div><div class="line"><a name="l00665"></a><span class="lineno">  665</span>&#160;            <span class="comment">//THE FITNESS VALUE AND OBJECTIVE IS RESET</span></div><div class="line"><a name="l00666"></a><span class="lineno">  666</span>&#160;            lchromfixleng_iter.setFitness</div><div class="line"><a name="l00667"></a><span class="lineno">  667</span>&#160;              (-std::numeric_limits&lt;T_REAL&gt;::max());  </div><div class="line"><a name="l00668"></a><span class="lineno">  668</span>&#160;            lchromfixleng_iter.setObjetiveFunc</div><div class="line"><a name="l00669"></a><span class="lineno">  669</span>&#160;              (std::numeric_limits&lt;T_REAL&gt;::max());  </div><div class="line"><a name="l00670"></a><span class="lineno">  670</span>&#160;          } <span class="comment">//END BEGIN  MUTATION</span></div><div class="line"><a name="l00671"></a><span class="lineno">  671</span>&#160;      }</div><div class="line"><a name="l00672"></a><span class="lineno">  672</span>&#160;</div><div class="line"><a name="l00673"></a><span class="lineno">  673</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00674"></a><span class="lineno">  674</span>&#160;      <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00675"></a><span class="lineno">  675</span>&#160;        std::cout</div><div class="line"><a name="l00676"></a><span class="lineno">  676</span>&#160;          &lt;&lt; geverbosepc_labelstep</div><div class="line"><a name="l00677"></a><span class="lineno">  677</span>&#160;          &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="charliteral">&#39;)&#39;</span></div><div class="line"><a name="l00678"></a><span class="lineno">  678</span>&#160;          &lt;&lt; std::endl;</div><div class="line"><a name="l00679"></a><span class="lineno">  679</span>&#160;      }</div><div class="line"><a name="l00680"></a><span class="lineno">  680</span>&#160;      --geiinparam_verbose;</div><div class="line"><a name="l00681"></a><span class="lineno">  681</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00682"></a><span class="lineno">  682</span>&#160;</div><div class="line"><a name="l00683"></a><span class="lineno">  683</span>&#160;</div><div class="line"><a name="l00684"></a><span class="lineno">  684</span>&#160;    } <span class="comment">/*END MUTATION */</span></div><div class="line"><a name="l00685"></a><span class="lineno">  685</span>&#160;      </div><div class="line"><a name="l00686"></a><span class="lineno">  686</span>&#160;  } <span class="comment">/*END EVOLUTION While*/</span> </div><div class="line"><a name="l00687"></a><span class="lineno">  687</span>&#160;    </div><div class="line"><a name="l00688"></a><span class="lineno">  688</span>&#160;  <a class="code" href="namespaceruntime.html#a68ccfe53d4771dd4a8b3e8dd0b30c847">runtime::stop</a>(let_executionTime);</div><div class="line"><a name="l00689"></a><span class="lineno">  689</span>&#160;  aoop_outParamGAC.setNumClusterK</div><div class="line"><a name="l00690"></a><span class="lineno">  690</span>&#160;    (aiinp_inParamPcPmFk.getNumClusterK());</div><div class="line"><a name="l00691"></a><span class="lineno">  691</span>&#160;  aoop_outParamGAC.setMetricFuncRun</div><div class="line"><a name="l00692"></a><span class="lineno">  692</span>&#160;    (lochromfixleng_best.<a class="code" href="classgaencode_1_1_chromosome_base.html#afc3f7dbd72d88157ba37eb8bea29478e">getObjetiveFunc</a>());</div><div class="line"><a name="l00693"></a><span class="lineno">  693</span>&#160;  aoop_outParamGAC.setAlgorithmRunTime</div><div class="line"><a name="l00694"></a><span class="lineno">  694</span>&#160;    (<a class="code" href="namespaceruntime.html#a01b41d36b7cbf6cd676242aa26fad9bd">runtime::getTime</a>(let_executionTime));</div><div class="line"><a name="l00695"></a><span class="lineno">  695</span>&#160;  aoop_outParamGAC.setFitness</div><div class="line"><a name="l00696"></a><span class="lineno">  696</span>&#160;    (lochromfixleng_best.<a class="code" href="classgaencode_1_1_chromosome_base.html#a6e201d174946aea43c98dcde4a0088f8">getFitness</a>());</div><div class="line"><a name="l00697"></a><span class="lineno">  697</span>&#160;  aoop_outParamGAC.setNumTotalGenerations</div><div class="line"><a name="l00698"></a><span class="lineno">  698</span>&#160;    (llfh_listFuntionHist.getDomainUpperBound());</div><div class="line"><a name="l00699"></a><span class="lineno">  699</span>&#160; </div><div class="line"><a name="l00700"></a><span class="lineno">  700</span>&#160;<span class="preprocessor">#ifndef __WITHOUT_PLOT_STAT</span></div><div class="line"><a name="l00701"></a><span class="lineno">  701</span>&#160;</div><div class="line"><a name="l00702"></a><span class="lineno">  702</span>&#160;  <span class="keywordflow">if</span> ( aiinp_inParamPcPmFk.getWithPlotStatObjetiveFunc() ) {  </div><div class="line"><a name="l00703"></a><span class="lineno">  703</span>&#160;    <a class="code" href="namespaceruntime.html#a76d368836cce67aa62f4e939a9065b65">runtime::plot_funtionHist</a></div><div class="line"><a name="l00704"></a><span class="lineno">  704</span>&#160;      (llfh_listFuntionHist,</div><div class="line"><a name="l00705"></a><span class="lineno">  705</span>&#160;       aiinp_inParamPcPmFk,</div><div class="line"><a name="l00706"></a><span class="lineno">  706</span>&#160;       aoop_outParamGAC</div><div class="line"><a name="l00707"></a><span class="lineno">  707</span>&#160;       );  </div><div class="line"><a name="l00708"></a><span class="lineno">  708</span>&#160;  }</div><div class="line"><a name="l00709"></a><span class="lineno">  709</span>&#160;</div><div class="line"><a name="l00710"></a><span class="lineno">  710</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__WITHOUT_PLOT_STAT*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00711"></a><span class="lineno">  711</span>&#160;</div><div class="line"><a name="l00712"></a><span class="lineno">  712</span>&#160;<span class="preprocessor">#ifdef __VERBOSE_YES</span></div><div class="line"><a name="l00713"></a><span class="lineno">  713</span>&#160;  <span class="keywordflow">if</span> ( geiinparam_verbose &lt;= geiinparam_verboseMax ) {</div><div class="line"><a name="l00714"></a><span class="lineno">  714</span>&#160;    geverbosepc_labelstep = lpc_labelAlgGA;</div><div class="line"><a name="l00715"></a><span class="lineno">  715</span>&#160;    std::cout</div><div class="line"><a name="l00716"></a><span class="lineno">  716</span>&#160;      &lt;&lt; lpc_labelAlgGA </div><div class="line"><a name="l00717"></a><span class="lineno">  717</span>&#160;      &lt;&lt; <span class="stringliteral">&quot;: OUT(&quot;</span> &lt;&lt; geiinparam_verbose &lt;&lt; <span class="stringliteral">&quot;)\n&quot;</span>;</div><div class="line"><a name="l00718"></a><span class="lineno">  718</span>&#160;    lochromfixleng_best.<a class="code" href="classgaencode_1_1_chrom_fixed_length.html#a2d0b4e4d46c2f224ce34cf795407b407">print</a>();</div><div class="line"><a name="l00719"></a><span class="lineno">  719</span>&#160;    std::cout &lt;&lt; std::endl;</div><div class="line"><a name="l00720"></a><span class="lineno">  720</span>&#160;  }</div><div class="line"><a name="l00721"></a><span class="lineno">  721</span>&#160;  --geiinparam_verbose;</div><div class="line"><a name="l00722"></a><span class="lineno">  722</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__VERBOSE_YES*/</span><span class="preprocessor"></span></div><div class="line"><a name="l00723"></a><span class="lineno">  723</span>&#160;    </div><div class="line"><a name="l00724"></a><span class="lineno">  724</span>&#160;  <span class="keywordflow">return</span> lochromfixleng_best;</div><div class="line"><a name="l00725"></a><span class="lineno">  725</span>&#160; </div><div class="line"><a name="l00726"></a><span class="lineno">  726</span>&#160;} <span class="comment">/* END gas_fkcentroid */</span></div><div class="line"><a name="l00727"></a><span class="lineno">  727</span>&#160;</div><div class="line"><a name="l00728"></a><span class="lineno">  728</span>&#160;} <span class="comment">/*END eac */</span></div><div class="line"><a name="l00729"></a><span class="lineno">  729</span>&#160;  </div><div class="line"><a name="l00730"></a><span class="lineno">  730</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/*__GAS_FKCENTROID_HPP__*/</span><span class="preprocessor"></span></div><div class="ttc" id="classgaencode_1_1_chromosome_base_html_afc3f7dbd72d88157ba37eb8bea29478e"><div class="ttname"><a href="classgaencode_1_1_chromosome_base.html#afc3f7dbd72d88157ba37eb8bea29478e">gaencode::ChromosomeBase::getObjetiveFunc</a></div><div class="ttdeci">const T_METRIC getObjetiveFunc() const</div><div class="ttdef"><b>Definition:</b> <a href="chromosome__base_8hpp_source.html#l00113">chromosome_base.hpp:113</a></div></div>
<div class="ttc" id="inparam__pcpmfk_8hpp_html"><div class="ttname"><a href="inparam__pcpmfk_8hpp.html">inparam_pcpmfk.hpp</a></div><div class="ttdoc">Definition of input parameters.</div></div>
<div class="ttc" id="namespaceeac_html"><div class="ttname"><a href="namespaceeac.html">eac</a></div><div class="ttdoc">Evolutionary Algorithms for Clustering.</div></div>
<div class="ttc" id="clustering__operator__centroids_8hpp_html_acee5944d570f2fb7efdf1d4c801b30fb"><div class="ttname"><a href="clustering__operator__centroids_8hpp.html#acee5944d570f2fb7efdf1d4c801b30fb">gmt19937_eng</a></div><div class="ttdeci">StdMT19937 gmt19937_eng</div><div class="ttdef"><b>Definition:</b> <a href="random__ext_8hpp_source.html#l00063">random_ext.hpp:63</a></div></div>
<div class="ttc" id="namespaceruntime_html_a4b3214090bd4f8a54968b48ce58352ed"><div class="ttname"><a href="namespaceruntime.html#a4b3214090bd4f8a54968b48ce58352ed">runtime::functionhiststat_evaluateAll</a></div><div class="ttdeci">void functionhiststat_evaluateAll(RuntimeFunctionStat&lt; T_VALUE &gt; *aofhs_statObjectiveFunc[], std::vector&lt; T_VALUE &gt; &amp;aivectorT_data)</div><div class="ttdoc">Calculate statistical for metrics in run time.</div><div class="ttdef"><b>Definition:</b> <a href="runtime__statistic_8hpp_source.html#l00127">runtime_statistic.hpp:127</a></div></div>
<div class="ttc" id="namespacegaselect_html_ae9cfd02b23815a3c1291b4adb0b7658a"><div class="ttname"><a href="namespacegaselect.html#ae9cfd02b23815a3c1291b4adb0b7658a">gaselect::getIdxRouletteWheel</a></div><div class="ttdeci">T_INTIDX getIdxRouletteWheel(const std::vector&lt; T_PROBABILITY &gt; &amp;aivectorrt_probDist, const T_INTIDX aiuintidx_begin)</div><div class="ttdoc">Selection a random index in [IdxBegin,n].</div><div class="ttdef"><b>Definition:</b> <a href="ga__selection_8hpp_source.html#l00063">ga_selection.hpp:63</a></div></div>
<div class="ttc" id="common_8hpp_html_a3f6c33fb604556cdc425e7aa2289d009"><div class="ttname"><a href="common_8hpp.html#a3f6c33fb604556cdc425e7aa2289d009">uintidx</a></div><div class="ttdeci">uint32_t uintidx</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00020">common.hpp:20</a></div></div>
<div class="ttc" id="namespaceum_html_aed03e1346938eb895882fb6ff22308c8"><div class="ttname"><a href="namespaceum.html#aed03e1346938eb895882fb6ff22308c8">um::SSE</a></div><div class="ttdeci">std::pair&lt; T_METRIC, bool &gt; SSE(const mat::MatrixRow&lt; T_FEATURE &gt; &amp;aimatrixt_centroids, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_METRIC, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">SSE  . A boolean is also returned to indicate if the partition is valid.</div><div class="ttdef"><b>Definition:</b> <a href="unsupervised__measures_8hpp_source.html#l03522">unsupervised_measures.hpp:3522</a></div></div>
<div class="ttc" id="classruntime_1_1_list_runtime_function_html"><div class="ttname"><a href="classruntime_1_1_list_runtime_function.html">runtime::ListRuntimeFunction</a></div><div class="ttdoc">ListRuntimeFunction store metrics in run time and count genetations.</div><div class="ttdef"><b>Definition:</b> <a href="list__runtime__function_8hpp_source.html#l00038">list_runtime_function.hpp:38</a></div></div>
<div class="ttc" id="classinout_1_1_out_param_g_a_c_html"><div class="ttname"><a href="classinout_1_1_out_param_g_a_c.html">inout::OutParamGAC</a></div><div class="ttdoc">Output Output parameters of the evolutionary algorithm.</div><div class="ttdef"><b>Definition:</b> <a href="outparam__gac_8hpp_source.html#l00035">outparam_gac.hpp:35</a></div></div>
<div class="ttc" id="namespaceinout_html_a58988b65e7b78cbd7c509518c7baff7e"><div class="ttname"><a href="namespaceinout.html#a58988b65e7b78cbd7c509518c7baff7e">inout::li_i</a></div><div class="ttdeci">uintidx li_i</div><div class="ttdef"><b>Definition:</b> <a href="inparamclustering__getparameter_8hpp_source.html#l00503">inparamclustering_getparameter.hpp:503</a></div></div>
<div class="ttc" id="classinout_1_1_in_param_pc_pm_fk_html"><div class="ttname"><a href="classinout_1_1_in_param_pc_pm_fk.html">inout::InParamPcPmFk</a></div><div class="ttdoc">Input parameter for GA with probability Pc, Pm and Fixed K.</div><div class="ttdef"><b>Definition:</b> <a href="inparam__pcpmfk_8hpp_source.html#l00040">inparam_pcpmfk.hpp:40</a></div></div>
<div class="ttc" id="classmat_1_1_matrix_row_html"><div class="ttname"><a href="classmat_1_1_matrix_row.html">mat::MatrixRow</a></div><div class="ttdoc">Matrix store items for row.</div><div class="ttdef"><b>Definition:</b> <a href="matrix_8hpp_source.html#l00046">matrix.hpp:46</a></div></div>
<div class="ttc" id="runtime__function_8hpp_html_a11402450dc3137a8e9b7ea1ee32403a1"><div class="ttname"><a href="runtime__function_8hpp.html#a11402450dc3137a8e9b7ea1ee32403a1">RUNTIMEFUNCTION_NOT_STORAGE</a></div><div class="ttdeci">#define RUNTIMEFUNCTION_NOT_STORAGE</div><div class="ttdef"><b>Definition:</b> <a href="runtime__function_8hpp_source.html#l00029">runtime_function.hpp:29</a></div></div>
<div class="ttc" id="plot__runtime__function_8hpp_html"><div class="ttname"><a href="plot__runtime__function_8hpp.html">plot_runtime_function.hpp</a></div><div class="ttdoc">plot runtime function</div></div>
<div class="ttc" id="classruntime_1_1_list_runtime_function_html_a2dd9ac78935607a1c992c1e396897486"><div class="ttname"><a href="classruntime_1_1_list_runtime_function.html#a2dd9ac78935607a1c992c1e396897486">runtime::ListRuntimeFunction::getHeaderFuntions</a></div><div class="ttdeci">std::string getHeaderFuntions()</div><div class="ttdef"><b>Definition:</b> <a href="list__runtime__function_8hpp_source.html#l00128">list_runtime_function.hpp:128</a></div></div>
<div class="ttc" id="namespaceruntime_html_a8dd0360926fc272cb3a627baf1132157"><div class="ttname"><a href="namespaceruntime.html#a8dd0360926fc272cb3a627baf1132157">runtime::ExecutionTime</a></div><div class="ttdeci">double ExecutionTime</div><div class="ttdef"><b>Definition:</b> <a href="execution__time_8hpp_source.html#l00030">execution_time.hpp:30</a></div></div>
<div class="ttc" id="namespacegarealop_html_a5a1dd27f09f34f17ddfb80ca884787b0"><div class="ttname"><a href="namespacegarealop.html#a5a1dd27f09f34f17ddfb80ca884787b0">garealop::randomMutation</a></div><div class="ttdeci">void randomMutation(gaencode::ChromFixedLength&lt; T_GENE, T_REAL &gt; &amp;aiochromfixlen_toMutate)</div><div class="ttdoc">randomMutation</div><div class="ttdef"><b>Definition:</b> <a href="ga__real__operator_8hpp_source.html#l00355">ga_real_operator.hpp:355</a></div></div>
<div class="ttc" id="outparam__gac_8hpp_html"><div class="ttname"><a href="outparam__gac_8hpp.html">outparam_gac.hpp</a></div><div class="ttdoc">out parameters EA-clustering</div></div>
<div class="ttc" id="classgaencode_1_1_chromosome_base_html_a6e201d174946aea43c98dcde4a0088f8"><div class="ttname"><a href="classgaencode_1_1_chromosome_base.html#a6e201d174946aea43c98dcde4a0088f8">gaencode::ChromosomeBase::getFitness</a></div><div class="ttdeci">const T_METRIC getFitness() const</div><div class="ttdef"><b>Definition:</b> <a href="chromosome__base_8hpp_source.html#l00119">chromosome_base.hpp:119</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_a2fc69a2d3ca3c2fcc28c71892eee446a"><div class="ttname"><a href="namespaceclusteringop.html#a2fc69a2d3ca3c2fcc28c71892eee446a">clusteringop::updateCentroids</a></div><div class="ttdeci">void updateCentroids(T_CLUSTERIDX &amp;aocidx_numClusterNull, mat::MatrixRow&lt; T_FEATURE &gt; &amp;aiomatrixt_centroids, mat::MatrixRow&lt; T_FEATURE_SUM &gt; &amp;aomatrixt_sumInstancesCluster, std::vector&lt; T_INSTANCES_CLUSTER_K &gt; &amp;aovectort_numInstancesInClusterK, INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_DIST, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l01040">clustering_operator_centroids.hpp:1040</a></div></div>
<div class="ttc" id="common_8hpp_html_ab23a980e24a9b9cf5356bf87aaf02a4a"><div class="ttname"><a href="common_8hpp.html#ab23a980e24a9b9cf5356bf87aaf02a4a">COMMON_COUT_PRECISION</a></div><div class="ttdeci">#define COMMON_COUT_PRECISION</div><div class="ttdef"><b>Definition:</b> <a href="common_8hpp_source.html#l00031">common.hpp:31</a></div></div>
<div class="ttc" id="namespaceclusteringop_html_aaf9c618adece3370f1da1abe8d9ce36e"><div class="ttname"><a href="namespaceclusteringop.html#aaf9c618adece3370f1da1abe8d9ce36e">clusteringop::randomInitialize</a></div><div class="ttdeci">void randomInitialize(mat::MatrixBase&lt; T_FEATURE &gt; &amp;aomatrixt_centroids, const INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast)</div><div class="ttdef"><b>Definition:</b> <a href="clustering__operator__centroids_8hpp_source.html#l00205">clustering_operator_centroids.hpp:205</a></div></div>
<div class="ttc" id="runtime__statistic_8hpp_html_a821c6beac41497051d4d05d51f4ae4d7"><div class="ttname"><a href="runtime__statistic_8hpp.html#a821c6beac41497051d4d05d51f4ae4d7">STATISTICAL_ALL_MEASURES</a></div><div class="ttdeci">#define STATISTICAL_ALL_MEASURES</div><div class="ttdef"><b>Definition:</b> <a href="runtime__statistic_8hpp_source.html#l00031">runtime_statistic.hpp:31</a></div></div>
<div class="ttc" id="classgaencode_1_1_chrom_fixed_length_html"><div class="ttname"><a href="classgaencode_1_1_chrom_fixed_length.html">gaencode::ChromFixedLength</a></div><div class="ttdoc">Chromosome with fixed length string.</div><div class="ttdef"><b>Definition:</b> <a href="chromosome__fixedlength_8hpp_source.html#l00044">chromosome_fixedlength.hpp:44</a></div></div>
<div class="ttc" id="classgaencode_1_1_chrom_fixed_length_html_a2d0b4e4d46c2f224ce34cf795407b407"><div class="ttname"><a href="classgaencode_1_1_chrom_fixed_length.html#a2d0b4e4d46c2f224ce34cf795407b407">gaencode::ChromFixedLength::print</a></div><div class="ttdeci">virtual void print(std::ostream &amp;os=std::cout, const char *aipc_label=&quot;&quot;, const char aic_delimCoef=',', const char aic_delimRow=';') const</div><div class="ttdef"><b>Definition:</b> <a href="chromosome__fixedlength_8hpp_source.html#l00258">chromosome_fixedlength.hpp:258</a></div></div>
<div class="ttc" id="namespaceruntime_html_a01b41d36b7cbf6cd676242aa26fad9bd"><div class="ttname"><a href="namespaceruntime.html#a01b41d36b7cbf6cd676242aa26fad9bd">runtime::getTime</a></div><div class="ttdeci">ExecutionTime getTime(ExecutionTime &amp;aoexetime_time)</div><div class="ttdef"><b>Definition:</b> <a href="execution__time_8hpp_source.html#l00052">execution_time.hpp:52</a></div></div>
<div class="ttc" id="structdist_1_1_dist_html"><div class="ttname"><a href="structdist_1_1_dist.html">dist::Dist</a></div><div class="ttdoc">Generic dist.</div><div class="ttdef"><b>Definition:</b> <a href="dist_8hpp_source.html#l00034">dist.hpp:34</a></div></div>
<div class="ttc" id="classruntime_1_1_runtime_function_stat_html"><div class="ttname"><a href="classruntime_1_1_runtime_function_stat.html">runtime::RuntimeFunctionStat</a></div><div class="ttdoc">Function statistical for metrics in run time.</div><div class="ttdef"><b>Definition:</b> <a href="runtime__statistic_8hpp_source.html#l00045">runtime_statistic.hpp:45</a></div></div>
<div class="ttc" id="namespaceruntime_html_a76d368836cce67aa62f4e939a9065b65"><div class="ttname"><a href="namespaceruntime.html#a76d368836cce67aa62f4e939a9065b65">runtime::plot_funtionHist</a></div><div class="ttdeci">void plot_funtionHist(runtime::ListRuntimeFunction&lt; COMMON_IDOMAIN &gt; &amp;ailfhT_listFuntionHist, const inout::InParamClustering &amp;aiipc_inParamClustering, inout::OutParamClustering&lt; T_METRIC, T_CLUSTERIDX &gt; &amp;aiopcT_outParamClustering)</div><div class="ttdef"><b>Definition:</b> <a href="plot__runtime__function_8hpp_source.html#l00048">plot_runtime_function.hpp:48</a></div></div>
<div class="ttc" id="classruntime_1_1_runtime_function_value_html"><div class="ttname"><a href="classruntime_1_1_runtime_function_value.html">runtime::RuntimeFunctionValue</a></div><div class="ttdoc">Function store metrics in run time.</div><div class="ttdef"><b>Definition:</b> <a href="runtime__function__value_8hpp_source.html#l00032">runtime_function_value.hpp:32</a></div></div>
<div class="ttc" id="namespaceruntime_html_a68ccfe53d4771dd4a8b3e8dd0b30c847"><div class="ttname"><a href="namespaceruntime.html#a68ccfe53d4771dd4a8b3e8dd0b30c847">runtime::stop</a></div><div class="ttdeci">void stop(ExecutionTime &amp;aoexetime_time)</div><div class="ttdef"><b>Definition:</b> <a href="execution__time_8hpp_source.html#l00042">execution_time.hpp:42</a></div></div>
<div class="ttc" id="namespaceprob_html_aa737d76e6416a765f004cd211eff712d"><div class="ttname"><a href="namespaceprob.html#aa737d76e6416a765f004cd211eff712d">prob::makeDistRouletteWheel</a></div><div class="ttdeci">auto makeDistRouletteWheel(INPUT_ITERATOR aiiterator_instfirst, INPUT_ITERATOR aiiterator_instlast, const FITNESSOPERATION fitness_func) -&gt; std::vector&lt; decltype(fitness_func(*aiiterator_instfirst))&gt;</div><div class="ttdef"><b>Definition:</b> <a href="probability__distribution_8hpp_source.html#l00071">probability_distribution.hpp:71</a></div></div>
<div class="ttc" id="classgaencode_1_1_chrom_fixed_length_html_a3dcf8e8b9655883cfc4820c41614be19"><div class="ttname"><a href="classgaencode_1_1_chrom_fixed_length.html#a3dcf8e8b9655883cfc4820c41614be19">gaencode::ChromFixedLength::setStringSize</a></div><div class="ttdeci">static void setStringSize(uintidx aiuintidx_stringSize)</div><div class="ttdef"><b>Definition:</b> <a href="chromosome__fixedlength_8hpp_source.html#l00177">chromosome_fixedlength.hpp:177</a></div></div>
<div class="ttc" id="namespaceruntime_html_a088849fc5523fb2e072936513a13eb0e"><div class="ttname"><a href="namespaceruntime.html#a088849fc5523fb2e072936513a13eb0e">runtime::elapsedTime</a></div><div class="ttdeci">ExecutionTime elapsedTime(const ExecutionTime &amp;aoexetime_time)</div><div class="ttdef"><b>Definition:</b> <a href="execution__time_8hpp_source.html#l00047">execution_time.hpp:47</a></div></div>
<div class="ttc" id="classdata_1_1_instance_html"><div class="ttname"><a href="classdata_1_1_instance.html">data::Instance</a></div><div class="ttdoc">Patterns, usually vectors in a multidimensional space.</div><div class="ttdef"><b>Definition:</b> <a href="instance_8hpp_source.html#l00037">instance.hpp:37</a></div></div>
<div class="ttc" id="namespacegagenericop_html_a7dd4f4513a4c1ee9e74f02938d860c4c"><div class="ttname"><a href="namespacegagenericop.html#a7dd4f4513a4c1ee9e74f02938d860c4c">gagenericop::onePointCrossover</a></div><div class="ttdeci">void onePointCrossover(gaencode::ChromFixedLength&lt; T_GENE, T_METRIC &gt; &amp;aochrom_child1, gaencode::ChromFixedLength&lt; T_GENE, T_METRIC &gt; &amp;aochrom_child2, const gaencode::ChromFixedLength&lt; T_GENE, T_METRIC &gt; &amp;aichrom_parent1, const gaencode::ChromFixedLength&lt; T_GENE, T_METRIC &gt; &amp;aichrom_parent2)</div><div class="ttdoc">single-point crossover (Michalewicz, 1992).</div><div class="ttdef"><b>Definition:</b> <a href="ga__generic__operator_8hpp_source.html#l00121">ga_generic_operator.hpp:121</a></div></div>
<div class="ttc" id="leac_8hpp_html"><div class="ttname"><a href="leac_8hpp.html">leac.hpp</a></div><div class="ttdoc">LEAC.</div></div>
<div class="ttc" id="namespaceeac_html_ab25dca55fe5b0a61de4628425c74c537"><div class="ttname"><a href="namespaceeac.html#ab25dca55fe5b0a61de4628425c74c537">eac::gas_fkcentroid</a></div><div class="ttdeci">gaencode::ChromFixedLength&lt; T_FEATURE, T_REAL &gt; gas_fkcentroid(inout::OutParamGAC&lt; T_REAL, T_CLUSTERIDX &gt; &amp;aoop_outParamGAC, inout::InParamPcPmFk&lt; T_CLUSTERIDX, T_REAL, T_FEATURE, T_FEATURE_SUM, T_INSTANCES_CLUSTER_K &gt; &amp;aiinp_inParamPcPmFk, const INPUT_ITERATOR aiiterator_instfirst, const INPUT_ITERATOR aiiterator_instlast, const dist::Dist&lt; T_REAL, T_FEATURE &gt; &amp;aifunc2p_dist)</div><div class="ttdoc">GAS .</div><div class="ttdef"><b>Definition:</b> <a href="gas__fkcentroid_8hpp_source.html#l00070">gas_fkcentroid.hpp:70</a></div></div>
<div class="ttc" id="classruntime_1_1_runtime_function_value_html_ac2b3712c5f0ce97aa2c58016cc9ad986"><div class="ttname"><a href="classruntime_1_1_runtime_function_value.html#ac2b3712c5f0ce97aa2c58016cc9ad986">runtime::RuntimeFunctionValue::setValue</a></div><div class="ttdeci">void setValue(T_VALUE aiT_value)</div><div class="ttdef"><b>Definition:</b> <a href="runtime__function__value_8hpp_source.html#l00046">runtime_function_value.hpp:46</a></div></div>
<div class="ttc" id="namespaceruntime_html_aa9ffc08cd526dab9f19a9a4000741a25"><div class="ttname"><a href="namespaceruntime.html#aa9ffc08cd526dab9f19a9a4000741a25">runtime::start</a></div><div class="ttdeci">ExecutionTime start()</div><div class="ttdef"><b>Definition:</b> <a href="execution__time_8hpp_source.html#l00037">execution_time.hpp:37</a></div></div>
</div><!-- fragment --></div><!-- contents -->
<!-- start footer part -->
<hr class="footer"/><address class="footer"><small>
Generated on Fri Apr 19 2019 08:58:30 for Library Evolutionary Algorithms for Clustering (LEAC) by &#160;<a href="http://www.doxygen.org/index.html">
<img class="footer" src="doxygen.png" alt="doxygen"/>
</a> 1.8.15
</small></address>
</body>
</html>
